ICU staffing feature phenotypes and their relationship with patients’ outcomes: an unsupervised machine learning analysis

Author:

Zampieri Fernando G.ORCID, ,Salluh Jorge I. F.,Azevedo Luciano C. P.,Kahn Jeremy M.,Damiani Lucas P.,Borges Lunna P.,Viana William N.,Costa Roberto,Corrêa Thiago D.,Araya Dieter E. S.,Maia Marcelo O.,Ferez Marcus A.,Carvalho Alexandre G. R.,Knibel Marcos F.,Melo Ulisses O.,Santino Marcelo S.,Lisboa Thiago,Caser Eliana B.,Besen Bruno A. M. P.,Bozza Fernando A.,Angus Derek C.,Soares Marcio

Funder

FAPERJ

Publisher

Springer Science and Business Media LLC

Subject

Critical Care and Intensive Care Medicine

Reference29 articles.

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2. Soares M, Bozza FA, Azevedo LC, Silva UV, Corrêa TD, Colombari F, Torelly AP, Varaschin P, Viana WN, Knibel MF, Damasceno M, Espinoza R, Ferez M, Silveira JG, Lobo SA, Moraes AP, Lima RA, de Carvalho AG, do Brasil PE, Kahn JM, Angus DC, Salluh JI (2016) Effects of organizational characteristics on outcomes and resource use in patients with cancer admitted to intensive care units. J Clin Oncol 34(27):3315–3324

3. Sakr Y, Moreira CL, Rhodes A, Ferguson ND, Kleinpell R, Pickkers P, Kuiper MA, Lipman J, Vincent JL, Extended Prevalence of Infection in Intensive Care Study Investigators (2015) The impact of hospital and ICU organizational factors on outcome in critically ill patients: results from the extended prevalence of infection in intensive care study. Crit Care Med 43(3):519–526

4. Neuraz A, Guérin C, Payet C, Polazzi S, Aubrun F, Dailler F, Lehot JJ, Piriou V, Neidecker J, Rimmelé T, Schott AM, Duclos A (2015) Patient mortality is associated with staff resources and workload in the ICU: a multicenter observational study. Crit Care Med 43(8):1587–1594

5. Gershengorn HB, Harrison DA, Garland A, Wilcox ME, Rowan KM, Wunsch H (2017) Association of intensive care unit patient-to-intensivist ratios with hospital mortality. JAMA Intern Med 177(3):388–396

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